Skills
99,448 packaged capabilities and playbooks for agents. Install any of them with one command.
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High-level PyTorch framework with Trainer class, automatic distributed training (DDP/FSDP/DeepSpeed), callbacks system, and minimal boilerplate. Scales from laptop to supercomputer with same code. Use when you want clean training loops with built-in best practices.
Use this skill when gathering and evaluating evidence for a technical decision, SOTA analysis, or codebase investigation. Activates on mentions of research, investigate, evaluate options, what's the best, compare alternatives, state of the art, deep dive, explore the landscape, or find out how.
Guide users to implement Syncfusion React Accordion component for collapsible content panels. Use this skill whenever the user needs to create expandable/collapsible sections, accordion layouts, tabbed content panels, multi-step forms, FAQs, or navigation with expandable items. Covers component setup, expand modes, animations, dynamic content loading, styling, events, lifecycle, React hooks integration, and complete API reference.
Build a rigorous Theory of Change for MEL/SRHR programmes following Vogel (2012) DFID criteria and van Eerdewijk et al. (2017) KIT feminist ToC model. Use when Ane asks for a "theory of change", "ToC", "programme logic", "change pathway", "pathway analysis", or similar. Produces articulated outcomes, preconditions, assumptions (tested vs untested), contribution questions, and an evidence plan. Flags missing feminist political economy analysis.
TypeScript patterns for strict, type-safe, maintainable code in modern TypeScript and JavaScript applications. Covers strict compiler configuration, type design, narrowing, discriminated unions, generics, async and error handling, module boundaries, dependency hygiene, and type-level testing. Use when writing or reviewing TypeScript or JavaScript code.
Generate and improve accessible alt text for data visualizations and images in R packages and Quarto documents. Use when the user wants to add, improve, or audit alt text for figures in a pkgdown site or .qmd files. Activate for requests that mention fig-alt, fig.alt, figure descriptions, or alt text in the context of an R package or Quarto document.
Generate sandbox security policies from plain-language requirements and optional REST API documentation. Produces L4 or fine-grained L7 network policies and ordered network middleware configuration. Use for API access rules, middleware host selection, failure behavior, or built-in and operator-run middleware attachment. Trigger keywords - generate policy, create policy, update policy, change policy, sandbox policy, network policy, API policy, security policy, allow API, restrict API, network middleware, supervisor middleware.
Use for Google Workspace admin or automation from the gws CLI (Gmail, Drive, Sheets, Calendar, Docs, Chat, Tasks). Sets up auth with auth_setup_guide.py, diagnoses with gws_doctor.py, runs recipes with gws_recipe_runner.py and audits security with workspace_audit.py
Adversarially stress-test a formed plan or design until every load-bearing assumption is defended or the plan is rejected. Use when the user asks to be grilled, pressure-tested, or invokes `grill-me-thermonuclear`. NOT for generating option spaces or collaborative ideation before a formed plan exists; use brainstorming-thermonuclear. Also not for affirmation, light polish, or executing a settled plan.
Convert a Researcher Evidence Brief (one slug under literature-reviews/) into one of four learning products: MA-facing 2-page brief, workshop / CoP pack, regional learning brief, or donor / management talking-points memo. Reuses the brief's verified sources only; never fabricates citations; applies IPPF Visual Identity 2025 brand and the Tier 1 working-brief register. Use when Ane asks for a learning product or names one of the four output types from an Evidence Brief.
Comprehensive guide for maintaining, debugging, and upgrading the memory-lancedb-pro OpenClaw plugin — an enhanced LanceDB-backed long-term memory system with hybrid retrieval (Vector + BM25), cross-encoder reranking, multi-scope isolation, noise filtering, adaptive retrieval, and a management CLI. Use this skill when: (1) developing new features or fixing bugs in memory-lancedb-pro, (2) modifying the retrieval pipeline (vector search, BM25, RRF fusion, reranking, scoring stages), (3) adding or changing embedding providers, (4) updating scope/access control logic, (5) modifying agent tools or CLI commands, (6) troubleshooting memory quality issues (noise, duplicates, low recall), (7) working on the JSONL session distillation pipeline, (8) migrating data between memory backends, or (9) understanding the plugin's architecture to plan enhancements.
Create beautiful, accessible user interfaces with shadcn/ui components (built on Radix UI + Tailwind), Tailwind CSS utility-first styling, and canvas-based visual designs. Use when building user interfaces, implementing design systems, creating responsive layouts, adding accessible components (dialogs, dropdowns, forms, tables), customizing themes and colors, implementing dark mode, generating visual designs and posters, or establishing consistent styling patterns across applications.
Catalyst Job Scheduling — job pools, immediate/background jobs, and crons (Periodic, OneTime, Calendar, CronExpression) executing Job functions, Webhooks, Circuits, AppSail. Trigger on 'job scheduling', 'job pool', 'jobpool_id', 'submit a job', 'immediate job', 'cron job', 'scheduled function', 'submitJob', 'createCron', 'retry_interval', 'time_of_execution', or errors 'not a job function', 'job_name must contain only alphanumeric'. Replaces deprecated Cron.
Design and build two-pane experiences for iPhone Duo — the real pixel and point dimensions of each display and each half, the exact hinge callback types (onHingeChange / UIHingeInteraction), hinge-driven effects, pose-to-pattern mapping (companion pane, dual view, list-detail, tabletop controls), two-pane paywalls and fold-aware onboarding. Use when sizing a layout or asset for iPhone Duo, wiring a hinge callback, choosing what goes in each pane, or designing onboarding and purchase flows that span the fold.
Confirm the customer's WhatsApp Business Account is shared with Salesforce on Meta's side. TRIGGER when the user asks to link, share, or confirm sharing of a WhatsApp Business Account with Salesforce, or to verify Salesforce appears in the WABA's Partners list. Pure instruction + one user-confirmation prompt — no API calls, no token handling. Sharing happens in Meta Business Suite (UI-only; Meta has no Graph endpoint for this). Renders step-by-step instructions with Salesforce's Business Manager ID substituted in, then asks the user to confirm whether \"Salesforce\" appears in the WABA's Partners list. DO NOT TRIGGER when the user needs full end-to-end WhatsApp setup (use `service-de-headless-channel-configure`) or to insert the channel record itself (use `service-de-channel-create`).
Fetches RSS feeds from 90 top Hacker News blogs (curated by Karpathy), uses AI to score and filter articles, and generates a daily digest in Markdown with Chinese-translated titles, category grouping, trend highlights, and visual statistics (Mermaid charts + tag cloud). Use when user mentions 'daily digest', 'RSS digest', 'blog digest', 'AI blogs', 'tech news summary', or asks to run /digest command. Trigger command: /digest.
Design engineering concepts from Craft (craft.gustavofior.com) covering typography, color, layout, motion, sound, and data details that make interfaces feel right. Use when building or reviewing UI components, hover and press states, borders, shadows, border radius, icons, numbers, charts, animations, or when the user asks for polish, craft, taste, or to make something "feel better".
Use when auditing a codebase for semantic duplication — functions that do the same thing but have different names or implementations. Especially useful for LLM-generated codebases, where new functions are often created rather than reusing existing ones.
Expert GDScript landmine guidance: static typing opcodes, signal-up/call-down, %UniqueName/@onready lifecycle, Callable bind/unbind, await sequences, typed collections, and safe Dictionary iteration. Use for code review, refactoring hot paths, or project standards. Trigger keywords: static_typing, signal_architecture, unique_nodes, @onready, class_name, signal_up_call_down, Callable.bind, typed_collections, await_sequence
Interact with Jira from the command line to create, list, view, edit, and transition issues, manage sprints and epics, and perform common Jira workflows. Use when the user asks about Jira tasks, tickets, issues, sprints, or needs to manage project work items.
Defragment and reorganize agent memory files: split bloated files, merge duplicates, remove stale information, and restructure the memory hierarchy. Use when memory files have grown unwieldy, contain redundancies, or need reorganization. Run periodically (weekly) or on demand.
Fast native networking primitives for React Native built on Nitro Modules — react-native-nitro-fetch, react-native-nitro-websockets, and react-native-nitro-text-decoder. Covers the fetch API, global replacement, prefetching and cold-start cache warming, the NitroWebSocket class and pre-warming, migrating from React Native's built-in WebSocket, the in-process NetworkInspector, native Perfetto / Instruments tracing, the native TextDecoder, and plugging nitro-fetch into axios via a custom adapter.
Use when implementing player data persistence in Roblox, saving/loading player stats or inventory, building leaderboards with ordered datastores, handling data migration between versions, diagnosing data loss issues, or adding auto-save and shutdown-safe data handling with DataStoreService.
Run a repo-wide cross-cutting governance audit via the pm-skill-auditor sub-agent. Aggregates the enforcing validator suite, re-derives aggregate counters, and surfaces cross-cutting issues no single validator catches, graded P0/P1/P2/P3 with a machine-readable status. Use for pre-release readiness checks or a periodic repo health audit.
Routine client correspondence from templates — appointment confirmations, document requests, brief "we filed it" updates. Plain language, required elements, supervision routing. NOT substantive advice. Use when a student needs to send routine correspondence, an appointment confirmation, a document request letter, or a brief status note to a client.
Implement internationalization (i18n) and localization including message extraction, translation catalogs, pluralization rules, date/time/number formatting, RTL language support, and i18n libraries like i18next and gettext. Use for multi-language, translation, or localization needs.
Mobile app UI design expert for iOS and Android. Use when designing app interfaces, creating design systems, ensuring accessibility, or following platform guidelines. Covers Material Design 3, Human Interface Guidelines, color theory, typography, and 2025 trends.
Draft a brief section in house style, consistent with the case theory — every fact cited, every case checked, every argument tied to the theory. Use when the user says "draft the [section]", "write the statement of facts", "argument section on [issue]", or needs a first draft of a brief section
Review or audit a design/UI across 6 weighted dimensions with Nielsen's 10 heuristics and a prioritized findings table. Use when the user wants a design critique, quality score, heuristic evaluation, or audit of an existing screen, page, or product before/after build.
Build type-safe D1 databases with Drizzle ORM. Includes schema definition, migrations with Drizzle Kit, relations, and D1 batch API patterns. Prevents 18 errors including SQL BEGIN failures, cascade data loss, 100-parameter limits, and foreign key issues. Use when: defining D1 schemas, managing migrations, bulk inserts, or troubleshooting D1_ERROR, BEGIN TRANSACTION, foreign keys, "too many SQL variables".
Design, write, and validate a structured learning resource with chapters (<topic>-book/01-quickstart.md, 02-….md …) when a single quick-reference guide is not enough, tailoring it to the reader persona. Check the mapping between chapter learning objectives and comprehension checks, ensure concepts are not used before they are introduced, budget reading time per chapter, include exercises that fail when incomplete and pass when answered, and generate a chapter dependency diagram from book.json. Verify these with verify-book.mjs, and check each chapter’s output, diagrams, and HTML with explainer’s verify-doc.mjs. Use when the user asks for a book, tutorial series, course, “learning materials,” “tutorial,” “hands-on,” “compile it into a book,” “in chapters,” “starting with 01-quickstart,” or when an explainer crash course would take over ~20 minutes or needs exercises.
SAP Cloud Identity Services for BTP applications: Identity Authentication (IAS), Identity Provisioning (IPS), and Authorization Management (AMS). Use when configuring authentication for BTP apps, setting up OIDC or SAML app registrations, federating corporate identity providers, establishing subaccount trust, provisioning users, writing AMS authorization policies, migrating from XSUAA to IAS-based authentication, or troubleshooting token and trust errors.
Set up and connect a Shopify store from your AI assistant. Use when the user wants to: set up my Shopify store, connect my store, install Shopify plugin, get started with Shopify, manage my store, add products to my store, merchant onboarding, start selling online, Shopify setup help, create my first store, how do I set up an online store, shopify.com/SKILL.md, import products, migrate from Square, migrate from WooCommerce, migrate from Etsy, migrate from Amazon, migrate from eBay, migrate from Wix, import from Google Merchant Center, migrate from Clover, migrate from Lightspeed, move products to Shopify, import catalog, replatform to Shopify. This is for store owners — not developers.
Implements Syncfusion React ContextMenu (SfContextMenu) for right-click interactions and context-sensitive popup menus. Use this when adding menu items, handling selection events, or customizing templates and styling. Covers setup, data binding, accessibility, keyboard navigation, common methods and properties, and integration patterns.
Create and configure the Syncfusion React Menu navigation component for hierarchical menu structures, dropdowns, and context menus. Use this skill whenever the user needs to implement menus, navigation bars, dropdown menus, hamburger menus, mobile menus, sub-menu positioning, menu item interactions, data-binding menus, RTL menu layouts, menu customization with icons/separators, event handling, or advanced features like scrollable menus, persistence, and item state management.
New to MCP?
From what the protocol is to installing your first server, these answers cover most first questions.
An open protocol that defines how AI applications connect to external tools and data in a uniform way. Clients talk to the model; MCP servers provide tools, resources and prompt templates. They exchange standard messages, so one server can be reused by many clients.